Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 1468 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 142.2 KiB |
| Average record size in memory | 99.2 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 1 |
Alerts
prod_cats is highly correlated with no_skus and 4 other fields | High correlation |
no_skus is highly correlated with prod_cats and 4 other fields | High correlation |
item_cnts is highly correlated with prod_cats and 4 other fields | High correlation |
Monetary is highly correlated with prod_cats and 4 other fields | High correlation |
Frequency is highly correlated with prod_cats and 4 other fields | High correlation |
Recency is highly correlated with Transaction_Month_12 | High correlation |
no_coupon_codes is highly correlated with prod_cats and 4 other fields | High correlation |
Transaction_Month_12 is highly correlated with Recency | High correlation |
prod_cats is highly correlated with no_skus and 4 other fields | High correlation |
no_skus is highly correlated with prod_cats and 5 other fields | High correlation |
item_cnts is highly correlated with prod_cats and 5 other fields | High correlation |
Monetary is highly correlated with prod_cats and 4 other fields | High correlation |
Frequency is highly correlated with prod_cats and 5 other fields | High correlation |
no_coupon_codes is highly correlated with prod_cats and 5 other fields | High correlation |
Transaction_Month_7 is highly correlated with no_skus and 3 other fields | High correlation |
prod_cats is highly correlated with no_skus and 4 other fields | High correlation |
no_skus is highly correlated with prod_cats and 4 other fields | High correlation |
item_cnts is highly correlated with prod_cats and 4 other fields | High correlation |
Monetary is highly correlated with prod_cats and 4 other fields | High correlation |
Frequency is highly correlated with prod_cats and 4 other fields | High correlation |
Recency is highly correlated with Transaction_Month_12 | High correlation |
no_coupon_codes is highly correlated with prod_cats and 4 other fields | High correlation |
Transaction_Month_12 is highly correlated with Recency | High correlation |
prod_cats is highly correlated with no_skus and 9 other fields | High correlation |
no_skus is highly correlated with prod_cats and 16 other fields | High correlation |
item_cnts is highly correlated with prod_cats and 16 other fields | High correlation |
Monetary is highly correlated with prod_cats and 9 other fields | High correlation |
Frequency is highly correlated with prod_cats and 13 other fields | High correlation |
no_coupon_codes is highly correlated with prod_cats and 13 other fields | High correlation |
Transaction_Month_1 is highly correlated with no_skus and 4 other fields | High correlation |
Transaction_Month_2 is highly correlated with Frequency and 1 other fields | High correlation |
Transaction_Month_3 is highly correlated with no_skus and 7 other fields | High correlation |
Transaction_Month_4 is highly correlated with no_skus and 6 other fields | High correlation |
Transaction_Month_5 is highly correlated with no_skus and 1 other fields | High correlation |
Transaction_Month_6 is highly correlated with no_skus and 5 other fields | High correlation |
Transaction_Month_7 is highly correlated with prod_cats and 5 other fields | High correlation |
Transaction_Month_8 is highly correlated with prod_cats and 2 other fields | High correlation |
Transaction_Month_9 is highly correlated with no_skus and 3 other fields | High correlation |
Transaction_Month_10 is highly correlated with prod_cats and 2 other fields | High correlation |
Transaction_Month_11 is highly correlated with no_skus and 2 other fields | High correlation |
Transaction_Month_12 is highly correlated with prod_cats and 5 other fields | High correlation |
Value is highly correlated with prod_cats and 4 other fields | High correlation |
Value is uniformly distributed | Uniform |
CustomerID has unique values | Unique |
Transaction_Month_1 has 1253 (85.4%) zeros | Zeros |
Transaction_Month_2 has 1359 (92.6%) zeros | Zeros |
Transaction_Month_3 has 1260 (85.8%) zeros | Zeros |
Transaction_Month_4 has 1244 (84.7%) zeros | Zeros |
Transaction_Month_5 has 1268 (86.4%) zeros | Zeros |
Transaction_Month_6 has 1209 (82.4%) zeros | Zeros |
Transaction_Month_7 has 1232 (83.9%) zeros | Zeros |
Transaction_Month_8 has 1168 (79.6%) zeros | Zeros |
Transaction_Month_9 has 1275 (86.9%) zeros | Zeros |
Transaction_Month_10 has 1258 (85.7%) zeros | Zeros |
Transaction_Month_11 has 1280 (87.2%) zeros | Zeros |
Transaction_Month_12 has 1232 (83.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-17 08:23:32.109802 |
|---|---|
| Analysis finished | 2022-11-17 08:24:40.487494 |
| Duration | 1 minute and 8.38 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 1468 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15314.38624 |
| Minimum | 12346 |
|---|---|
| Maximum | 18283 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 12346 |
|---|---|
| 5-th percentile | 12606.4 |
| Q1 | 13830.5 |
| median | 15300 |
| Q3 | 16882.25 |
| 95-th percentile | 17966.3 |
| Maximum | 18283 |
| Range | 5937 |
| Interquartile range (IQR) | 3051.75 |
Descriptive statistics
| Standard deviation | 1744.000367 |
|---|---|
| Coefficient of variation (CV) | 0.1138798735 |
| Kurtosis | -1.231636688 |
| Mean | 15314.38624 |
| Median Absolute Deviation (MAD) | 1516.5 |
| Skewness | -0.01998020684 |
| Sum | 22481519 |
| Variance | 3041537.28 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 12346 | 1 | 0.1% |
| 16403 | 1 | 0.1% |
| 16401 | 1 | 0.1% |
| 16395 | 1 | 0.1% |
| 16393 | 1 | 0.1% |
| 16387 | 1 | 0.1% |
| 16385 | 1 | 0.1% |
| 16378 | 1 | 0.1% |
| 16367 | 1 | 0.1% |
| 16365 | 1 | 0.1% |
| Other values (1458) | 1458 |
| Value | Count | Frequency (%) |
| 12346 | 1 | |
| 12347 | 1 | |
| 12348 | 1 | |
| 12350 | 1 | |
| 12356 | 1 | |
| 12359 | 1 | |
| 12370 | 1 | |
| 12373 | 1 | |
| 12377 | 1 | |
| 12383 | 1 |
| Value | Count | Frequency (%) |
| 18283 | 1 | |
| 18277 | 1 | |
| 18269 | 1 | |
| 18260 | 1 | |
| 18259 | 1 | |
| 18256 | 1 | |
| 18250 | 1 | |
| 18245 | 1 | |
| 18239 | 1 | |
| 18233 | 1 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.053133515 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.188879748 |
|---|---|
| Coefficient of variation (CV) | 0.5268147051 |
| Kurtosis | 0.1166959372 |
| Mean | 6.053133515 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.4788796448 |
| Sum | 8886 |
| Variance | 10.16895405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 180 | |
| 7 | 168 | |
| 6 | 163 | |
| 4 | 149 | |
| 8 | 138 | |
| 3 | 130 | |
| 9 | 112 | |
| 1 | 109 | |
| 2 | 107 | |
| 10 | 94 | |
| Other values (8) | 118 |
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 2 | 107 | |
| 3 | 130 | |
| 4 | 149 | |
| 5 | 180 | |
| 6 | 163 | |
| 7 | 168 | |
| 8 | 138 | |
| 9 | 112 | |
| 10 | 94 |
| Value | Count | Frequency (%) |
| 19 | 2 | 0.1% |
| 17 | 4 | 0.3% |
| 16 | 3 | 0.2% |
| 15 | 4 | 0.3% |
| 14 | 13 | 0.9% |
| 13 | 18 | 1.2% |
| 12 | 27 | 1.8% |
| 11 | 47 | |
| 10 | 94 | |
| 9 | 112 |
| Distinct | 115 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.65735695 |
| Minimum | 1 |
|---|---|
| Maximum | 308 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 17 |
| Q3 | 34 |
| 95-th percentile | 75 |
| Maximum | 308 |
| Range | 307 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 27.60704704 |
|---|---|
| Coefficient of variation (CV) | 1.075989514 |
| Kurtosis | 22.2310757 |
| Mean | 25.65735695 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 3.499376703 |
| Sum | 37665 |
| Variance | 762.149046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 66 | 4.5% |
| 2 | 49 | 3.3% |
| 8 | 49 | 3.3% |
| 15 | 48 | 3.3% |
| 12 | 46 | 3.1% |
| 7 | 46 | 3.1% |
| 3 | 46 | 3.1% |
| 5 | 45 | 3.1% |
| 9 | 44 | 3.0% |
| 17 | 40 | 2.7% |
| Other values (105) | 989 |
| Value | Count | Frequency (%) |
| 1 | 66 | |
| 2 | 49 | |
| 3 | 46 | |
| 4 | 37 | |
| 5 | 45 | |
| 6 | 30 | |
| 7 | 46 | |
| 8 | 49 | |
| 9 | 44 | |
| 10 | 39 |
| Value | Count | Frequency (%) |
| 308 | 1 | |
| 286 | 1 | |
| 267 | 1 | |
| 237 | 1 | |
| 209 | 1 | |
| 178 | 1 | |
| 164 | 1 | |
| 153 | 1 | |
| 149 | 1 | |
| 147 | 1 |
| Distinct | 106 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.89713896 |
| Minimum | 1 |
|---|---|
| Maximum | 214 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 31 |
| 95-th percentile | 65 |
| Maximum | 214 |
| Range | 213 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 22.66473389 |
|---|---|
| Coefficient of variation (CV) | 0.9898500386 |
| Kurtosis | 12.70864373 |
| Mean | 22.89713896 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 2.690560756 |
| Sum | 33613 |
| Variance | 513.6901622 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 67 | 4.6% |
| 2 | 57 | 3.9% |
| 8 | 51 | 3.5% |
| 9 | 50 | 3.4% |
| 5 | 49 | 3.3% |
| 13 | 47 | 3.2% |
| 7 | 47 | 3.2% |
| 11 | 47 | 3.2% |
| 12 | 46 | 3.1% |
| 3 | 44 | 3.0% |
| Other values (96) | 963 |
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 2 | 57 | |
| 3 | 44 | |
| 4 | 37 | |
| 5 | 49 | |
| 6 | 41 | |
| 7 | 47 | |
| 8 | 51 | |
| 9 | 50 | |
| 10 | 42 |
| Value | Count | Frequency (%) |
| 214 | 1 | |
| 206 | 1 | |
| 196 | 1 | |
| 173 | 1 | |
| 166 | 1 | |
| 139 | 1 | |
| 137 | 1 | |
| 120 | 1 | |
| 119 | 1 | |
| 115 | 1 |
| Distinct | 1464 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2907.327723 |
| Minimum | 6.9 |
|---|---|
| Maximum | 68803.647 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 6.9 |
|---|---|
| 5-th percentile | 61.47145 |
| Q1 | 609.721 |
| median | 1609.806 |
| Q3 | 3584.19225 |
| 95-th percentile | 9331.926 |
| Maximum | 68803.647 |
| Range | 68796.747 |
| Interquartile range (IQR) | 2974.47125 |
Descriptive statistics
| Standard deviation | 4626.461471 |
|---|---|
| Coefficient of variation (CV) | 1.591310617 |
| Kurtosis | 74.53799916 |
| Mean | 2907.327723 |
| Median Absolute Deviation (MAD) | 1195.718 |
| Skewness | 6.837131187 |
| Sum | 4267957.097 |
| Variance | 21404145.74 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15.567 | 2 | 0.1% |
| 113.1 | 2 | 0.1% |
| 14.44 | 2 | 0.1% |
| 144.839 | 2 | 0.1% |
| 1307.893 | 1 | 0.1% |
| 44.754 | 1 | 0.1% |
| 709.404 | 1 | 0.1% |
| 5978.702 | 1 | 0.1% |
| 594.104 | 1 | 0.1% |
| 5265.675 | 1 | 0.1% |
| Other values (1454) | 1454 |
| Value | Count | Frequency (%) |
| 6.9 | 1 | |
| 6.96 | 1 | |
| 7.613 | 1 | |
| 7.616 | 1 | |
| 8.232 | 1 | |
| 8.392 | 1 | |
| 10.472 | 1 | |
| 12.48 | 1 | |
| 13.68 | 1 | |
| 14.06 | 1 |
| Value | Count | Frequency (%) |
| 68803.647 | 1 | |
| 67617.527 | 1 | |
| 51090.73 | 1 | |
| 47033.753 | 1 | |
| 45176.642 | 1 | |
| 34094.218 | 1 | |
| 27490.152 | 1 | |
| 24897.057 | 1 | |
| 24283.128 | 1 | |
| 23912.161 | 1 |
| Distinct | 165 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.05177112 |
| Minimum | 1 |
|---|---|
| Maximum | 695 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 21 |
| Q3 | 46 |
| 95-th percentile | 115 |
| Maximum | 695 |
| Range | 694 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 50.88568035 |
|---|---|
| Coefficient of variation (CV) | 1.411461317 |
| Kurtosis | 53.62543316 |
| Mean | 36.05177112 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 5.784595284 |
| Sum | 52924 |
| Variance | 2589.352464 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 66 | 4.5% |
| 2 | 48 | 3.3% |
| 5 | 43 | 2.9% |
| 8 | 42 | 2.9% |
| 16 | 41 | 2.8% |
| 12 | 40 | 2.7% |
| 17 | 39 | 2.7% |
| 3 | 38 | 2.6% |
| 11 | 37 | 2.5% |
| 9 | 37 | 2.5% |
| Other values (155) | 1037 |
| Value | Count | Frequency (%) |
| 1 | 66 | |
| 2 | 48 | |
| 3 | 38 | |
| 4 | 26 | 1.8% |
| 5 | 43 | |
| 6 | 27 | |
| 7 | 32 | |
| 8 | 42 | |
| 9 | 37 | |
| 10 | 37 |
| Value | Count | Frequency (%) |
| 695 | 1 | |
| 587 | 1 | |
| 575 | 1 | |
| 572 | 1 | |
| 523 | 1 | |
| 366 | 1 | |
| 315 | 1 | |
| 297 | 1 | |
| 290 | 1 | |
| 261 | 1 |
| Distinct | 335 |
|---|---|
| Distinct (%) | 22.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144.2922343 |
| Minimum | 0 |
|---|---|
| Maximum | 364 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 55 |
| median | 131 |
| Q3 | 220 |
| 95-th percentile | 336 |
| Maximum | 364 |
| Range | 364 |
| Interquartile range (IQR) | 165 |
Descriptive statistics
| Standard deviation | 101.9369589 |
|---|---|
| Coefficient of variation (CV) | 0.7064618503 |
| Kurtosis | -0.8770875486 |
| Mean | 144.2922343 |
| Median Absolute Deviation (MAD) | 81 |
| Skewness | 0.4543546401 |
| Sum | 211821 |
| Variance | 10391.14358 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 16 | 1.1% |
| 18 | 16 | 1.1% |
| 19 | 16 | 1.1% |
| 58 | 15 | 1.0% |
| 34 | 15 | 1.0% |
| 65 | 14 | 1.0% |
| 136 | 14 | 1.0% |
| 152 | 14 | 1.0% |
| 256 | 14 | 1.0% |
| 21 | 13 | 0.9% |
| Other values (325) | 1321 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 1 | 3 | |
| 2 | 2 | 0.1% |
| 3 | 4 | |
| 4 | 6 | |
| 5 | 6 | |
| 6 | 1 | 0.1% |
| 7 | 5 | |
| 8 | 3 | |
| 9 | 4 |
| Value | Count | Frequency (%) |
| 364 | 1 | 0.1% |
| 363 | 4 | |
| 362 | 5 | |
| 361 | 2 | 0.1% |
| 360 | 3 | |
| 359 | 1 | 0.1% |
| 358 | 2 | 0.1% |
| 357 | 1 | 0.1% |
| 356 | 6 | |
| 355 | 2 | 0.1% |
| Distinct | 162 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.77929155 |
| Minimum | 1 |
|---|---|
| Maximum | 682 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 21 |
| Q3 | 45 |
| 95-th percentile | 115 |
| Maximum | 682 |
| Range | 681 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 50.39890291 |
|---|---|
| Coefficient of variation (CV) | 1.408605389 |
| Kurtosis | 53.02706763 |
| Mean | 35.77929155 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 5.755338164 |
| Sum | 52524 |
| Variance | 2540.049414 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 66 | 4.5% |
| 16 | 48 | 3.3% |
| 2 | 48 | 3.3% |
| 5 | 42 | 2.9% |
| 12 | 42 | 2.9% |
| 3 | 39 | 2.7% |
| 8 | 38 | 2.6% |
| 9 | 38 | 2.6% |
| 11 | 38 | 2.6% |
| 10 | 36 | 2.5% |
| Other values (152) | 1033 |
| Value | Count | Frequency (%) |
| 1 | 66 | |
| 2 | 48 | |
| 3 | 39 | |
| 4 | 27 | |
| 5 | 42 | |
| 6 | 27 | |
| 7 | 36 | |
| 8 | 38 | |
| 9 | 38 | |
| 10 | 36 |
| Value | Count | Frequency (%) |
| 682 | 1 | |
| 583 | 1 | |
| 570 | 1 | |
| 567 | 1 | |
| 517 | 1 | |
| 363 | 1 | |
| 313 | 1 | |
| 293 | 1 | |
| 287 | 1 | |
| 260 | 1 |
avg_tenure
Real number (ℝ≥0)
| Distinct | 49 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.91212534 |
| Minimum | 2 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 14 |
| median | 26 |
| Q3 | 38 |
| 95-th percentile | 48 |
| Maximum | 50 |
| Range | 48 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 13.9596669 |
|---|---|
| Coefficient of variation (CV) | 0.5387310658 |
| Kurtosis | -1.168523214 |
| Mean | 25.91212534 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.002652182722 |
| Sum | 38039 |
| Variance | 194.8723 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 41 | 2.8% |
| 25 | 39 | 2.7% |
| 40 | 39 | 2.7% |
| 4 | 38 | 2.6% |
| 37 | 37 | 2.5% |
| 6 | 36 | 2.5% |
| 24 | 36 | 2.5% |
| 32 | 36 | 2.5% |
| 45 | 36 | 2.5% |
| 19 | 36 | 2.5% |
| Other values (39) | 1094 |
| Value | Count | Frequency (%) |
| 2 | 26 | |
| 3 | 23 | |
| 4 | 38 | |
| 5 | 30 | |
| 6 | 36 | |
| 7 | 31 | |
| 8 | 28 | |
| 9 | 28 | |
| 10 | 34 | |
| 11 | 25 |
| Value | Count | Frequency (%) |
| 50 | 28 | |
| 49 | 26 | |
| 48 | 34 | |
| 47 | 23 | |
| 46 | 26 | |
| 45 | 36 | |
| 44 | 29 | |
| 43 | 20 | |
| 42 | 28 | |
| 41 | 28 |
| Distinct | 54 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.767711172 |
| Minimum | 0 |
|---|---|
| Maximum | 297 |
| Zeros | 1253 |
| Zeros (%) | 85.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 17 |
| Maximum | 297 |
| Range | 297 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.31681837 |
|---|---|
| Coefficient of variation (CV) | 4.450181974 |
| Kurtosis | 236.664509 |
| Mean | 2.767711172 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.06301104 |
| Sum | 4063 |
| Variance | 151.7040147 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1253 | |
| 1 | 20 | 1.4% |
| 5 | 13 | 0.9% |
| 2 | 13 | 0.9% |
| 14 | 12 | 0.8% |
| 12 | 11 | 0.7% |
| 3 | 10 | 0.7% |
| 17 | 9 | 0.6% |
| 9 | 8 | 0.5% |
| 6 | 7 | 0.5% |
| Other values (44) | 112 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 1253 | |
| 1 | 20 | 1.4% |
| 2 | 13 | 0.9% |
| 3 | 10 | 0.7% |
| 4 | 5 | 0.3% |
| 5 | 13 | 0.9% |
| 6 | 7 | 0.5% |
| 7 | 6 | 0.4% |
| 8 | 5 | 0.3% |
| 9 | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 297 | 1 | |
| 121 | 1 | |
| 85 | 1 | |
| 81 | 2 | |
| 76 | 1 | |
| 73 | 2 | |
| 71 | 1 | |
| 67 | 2 | |
| 65 | 1 | |
| 64 | 1 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.237057221 |
| Minimum | 0 |
|---|---|
| Maximum | 125 |
| Zeros | 1359 |
| Zeros (%) | 92.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 13.65 |
| Maximum | 125 |
| Range | 125 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10.75169028 |
|---|---|
| Coefficient of variation (CV) | 4.806175803 |
| Kurtosis | 49.91866694 |
| Mean | 2.237057221 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.475399834 |
| Sum | 3284 |
| Variance | 115.598844 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1359 | |
| 3 | 6 | 0.4% |
| 14 | 6 | 0.4% |
| 19 | 5 | 0.3% |
| 1 | 4 | 0.3% |
| 15 | 3 | 0.2% |
| 10 | 3 | 0.2% |
| 66 | 3 | 0.2% |
| 2 | 3 | 0.2% |
| 11 | 3 | 0.2% |
| Other values (50) | 73 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 1359 | |
| 1 | 4 | 0.3% |
| 2 | 3 | 0.2% |
| 3 | 6 | 0.4% |
| 4 | 1 | 0.1% |
| 5 | 2 | 0.1% |
| 6 | 2 | 0.1% |
| 7 | 3 | 0.2% |
| 8 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 125 | 1 | |
| 118 | 1 | |
| 117 | 1 | |
| 106 | 1 | |
| 86 | 1 | |
| 74 | 1 | |
| 71 | 1 | |
| 70 | 1 | |
| 69 | 1 | |
| 67 | 1 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.960490463 |
| Minimum | 0 |
|---|---|
| Maximum | 188 |
| Zeros | 1260 |
| Zeros (%) | 85.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 19 |
| Maximum | 188 |
| Range | 188 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.44500821 |
|---|---|
| Coefficient of variation (CV) | 3.865916258 |
| Kurtosis | 86.8930056 |
| Mean | 2.960490463 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.549971837 |
| Sum | 4346 |
| Variance | 130.988213 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1260 | |
| 1 | 15 | 1.0% |
| 9 | 11 | 0.7% |
| 16 | 11 | 0.7% |
| 3 | 10 | 0.7% |
| 10 | 9 | 0.6% |
| 13 | 8 | 0.5% |
| 14 | 8 | 0.5% |
| 7 | 8 | 0.5% |
| 2 | 7 | 0.5% |
| Other values (50) | 121 | 8.2% |
| Value | Count | Frequency (%) |
| 0 | 1260 | |
| 1 | 15 | 1.0% |
| 2 | 7 | 0.5% |
| 3 | 10 | 0.7% |
| 4 | 4 | 0.3% |
| 5 | 5 | 0.3% |
| 6 | 5 | 0.3% |
| 7 | 8 | 0.5% |
| 8 | 5 | 0.3% |
| 9 | 11 | 0.7% |
| Value | Count | Frequency (%) |
| 188 | 1 | |
| 169 | 1 | |
| 87 | 1 | |
| 80 | 1 | |
| 74 | 1 | |
| 72 | 1 | |
| 69 | 1 | |
| 66 | 1 | |
| 64 | 1 | |
| 60 | 2 |
| Distinct | 54 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.826975477 |
| Minimum | 0 |
|---|---|
| Maximum | 230 |
| Zeros | 1244 |
| Zeros (%) | 84.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 17.65 |
| Maximum | 230 |
| Range | 230 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.8813164 |
|---|---|
| Coefficient of variation (CV) | 4.202836742 |
| Kurtosis | 127.732036 |
| Mean | 2.826975477 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.204913951 |
| Sum | 4150 |
| Variance | 141.1656795 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1244 | |
| 1 | 24 | 1.6% |
| 2 | 16 | 1.1% |
| 3 | 13 | 0.9% |
| 7 | 11 | 0.7% |
| 5 | 11 | 0.7% |
| 4 | 10 | 0.7% |
| 15 | 8 | 0.5% |
| 21 | 8 | 0.5% |
| 11 | 8 | 0.5% |
| Other values (44) | 115 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 1244 | |
| 1 | 24 | 1.6% |
| 2 | 16 | 1.1% |
| 3 | 13 | 0.9% |
| 4 | 10 | 0.7% |
| 5 | 11 | 0.7% |
| 6 | 4 | 0.3% |
| 7 | 11 | 0.7% |
| 8 | 4 | 0.3% |
| 9 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 230 | 1 | |
| 161 | 1 | |
| 112 | 1 | |
| 106 | 1 | |
| 87 | 1 | |
| 83 | 1 | |
| 74 | 2 | |
| 66 | 1 | |
| 65 | 1 | |
| 60 | 2 |
| Distinct | 67 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.114441417 |
| Minimum | 0 |
|---|---|
| Maximum | 137 |
| Zeros | 1268 |
| Zeros (%) | 86.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 23 |
| Maximum | 137 |
| Range | 137 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.73238208 |
|---|---|
| Coefficient of variation (CV) | 3.767090309 |
| Kurtosis | 35.62556362 |
| Mean | 3.114441417 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.331197074 |
| Sum | 4572 |
| Variance | 137.6487893 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1268 | |
| 1 | 27 | 1.8% |
| 2 | 12 | 0.8% |
| 6 | 9 | 0.6% |
| 3 | 7 | 0.5% |
| 20 | 7 | 0.5% |
| 18 | 6 | 0.4% |
| 17 | 6 | 0.4% |
| 10 | 5 | 0.3% |
| 7 | 5 | 0.3% |
| Other values (57) | 116 | 7.9% |
| Value | Count | Frequency (%) |
| 0 | 1268 | |
| 1 | 27 | 1.8% |
| 2 | 12 | 0.8% |
| 3 | 7 | 0.5% |
| 4 | 3 | 0.2% |
| 5 | 5 | 0.3% |
| 6 | 9 | 0.6% |
| 7 | 5 | 0.3% |
| 8 | 2 | 0.1% |
| 9 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 137 | 1 | |
| 118 | 1 | |
| 106 | 1 | |
| 98 | 1 | |
| 90 | 1 | |
| 83 | 1 | |
| 75 | 1 | |
| 70 | 1 | |
| 68 | 1 | |
| 65 | 1 |
| Distinct | 49 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.85626703 |
| Minimum | 0 |
|---|---|
| Maximum | 75 |
| Zeros | 1209 |
| Zeros (%) | 82.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 20 |
| Maximum | 75 |
| Range | 75 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.789156126 |
|---|---|
| Coefficient of variation (CV) | 3.077147911 |
| Kurtosis | 21.11630676 |
| Mean | 2.85626703 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.237477285 |
| Sum | 4193 |
| Variance | 77.2492654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1209 | |
| 1 | 24 | 1.6% |
| 5 | 14 | 1.0% |
| 2 | 13 | 0.9% |
| 4 | 12 | 0.8% |
| 11 | 12 | 0.8% |
| 15 | 11 | 0.7% |
| 8 | 10 | 0.7% |
| 16 | 10 | 0.7% |
| 19 | 9 | 0.6% |
| Other values (39) | 144 | 9.8% |
| Value | Count | Frequency (%) |
| 0 | 1209 | |
| 1 | 24 | 1.6% |
| 2 | 13 | 0.9% |
| 3 | 9 | 0.6% |
| 4 | 12 | 0.8% |
| 5 | 14 | 1.0% |
| 6 | 8 | 0.5% |
| 7 | 8 | 0.5% |
| 8 | 10 | 0.7% |
| 9 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 75 | 1 | 0.1% |
| 73 | 1 | 0.1% |
| 67 | 2 | |
| 62 | 1 | 0.1% |
| 61 | 2 | |
| 58 | 1 | 0.1% |
| 56 | 1 | 0.1% |
| 50 | 3 | |
| 49 | 1 | 0.1% |
| 47 | 3 |
| Distinct | 69 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.576975477 |
| Minimum | 0 |
|---|---|
| Maximum | 161 |
| Zeros | 1232 |
| Zeros (%) | 83.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 24.65 |
| Maximum | 161 |
| Range | 161 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 13.14038047 |
|---|---|
| Coefficient of variation (CV) | 3.67360094 |
| Kurtosis | 42.75356116 |
| Mean | 3.576975477 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.703922997 |
| Sum | 5251 |
| Variance | 172.669599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1232 | |
| 1 | 35 | 2.4% |
| 3 | 12 | 0.8% |
| 2 | 10 | 0.7% |
| 16 | 10 | 0.7% |
| 4 | 9 | 0.6% |
| 5 | 8 | 0.5% |
| 6 | 7 | 0.5% |
| 9 | 6 | 0.4% |
| 17 | 6 | 0.4% |
| Other values (59) | 133 | 9.1% |
| Value | Count | Frequency (%) |
| 0 | 1232 | |
| 1 | 35 | 2.4% |
| 2 | 10 | 0.7% |
| 3 | 12 | 0.8% |
| 4 | 9 | 0.6% |
| 5 | 8 | 0.5% |
| 6 | 7 | 0.5% |
| 7 | 4 | 0.3% |
| 8 | 4 | 0.3% |
| 9 | 6 | 0.4% |
| Value | Count | Frequency (%) |
| 161 | 1 | |
| 157 | 1 | |
| 104 | 1 | |
| 103 | 1 | |
| 98 | 1 | |
| 89 | 1 | |
| 87 | 1 | |
| 86 | 1 | |
| 83 | 1 | |
| 82 | 1 |
| Distinct | 67 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.189373297 |
| Minimum | 0 |
|---|---|
| Maximum | 149 |
| Zeros | 1168 |
| Zeros (%) | 79.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 27 |
| Maximum | 149 |
| Range | 149 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.73111776 |
|---|---|
| Coefficient of variation (CV) | 3.038907459 |
| Kurtosis | 32.85205261 |
| Mean | 4.189373297 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.915692295 |
| Sum | 6150 |
| Variance | 162.0813594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1168 | |
| 1 | 23 | 1.6% |
| 2 | 17 | 1.2% |
| 9 | 14 | 1.0% |
| 13 | 13 | 0.9% |
| 8 | 13 | 0.9% |
| 3 | 11 | 0.7% |
| 7 | 11 | 0.7% |
| 15 | 11 | 0.7% |
| 5 | 9 | 0.6% |
| Other values (57) | 178 | 12.1% |
| Value | Count | Frequency (%) |
| 0 | 1168 | |
| 1 | 23 | 1.6% |
| 2 | 17 | 1.2% |
| 3 | 11 | 0.7% |
| 4 | 9 | 0.6% |
| 5 | 9 | 0.6% |
| 6 | 7 | 0.5% |
| 7 | 11 | 0.7% |
| 8 | 13 | 0.9% |
| 9 | 14 | 1.0% |
| Value | Count | Frequency (%) |
| 149 | 1 | |
| 131 | 1 | |
| 110 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 93 | 1 | |
| 88 | 1 | |
| 79 | 1 | |
| 77 | 1 | |
| 72 | 1 |
| Distinct | 66 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.920980926 |
| Minimum | 0 |
|---|---|
| Maximum | 106 |
| Zeros | 1275 |
| Zeros (%) | 86.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 22 |
| Maximum | 106 |
| Range | 106 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.12593934 |
|---|---|
| Coefficient of variation (CV) | 3.808973634 |
| Kurtosis | 34.03336942 |
| Mean | 2.920980926 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.3519267 |
| Sum | 4288 |
| Variance | 123.7865261 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1275 | |
| 1 | 18 | 1.2% |
| 2 | 11 | 0.7% |
| 11 | 9 | 0.6% |
| 6 | 9 | 0.6% |
| 31 | 9 | 0.6% |
| 5 | 8 | 0.5% |
| 4 | 8 | 0.5% |
| 19 | 7 | 0.5% |
| 3 | 6 | 0.4% |
| Other values (56) | 108 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 1275 | |
| 1 | 18 | 1.2% |
| 2 | 11 | 0.7% |
| 3 | 6 | 0.4% |
| 4 | 8 | 0.5% |
| 5 | 8 | 0.5% |
| 6 | 9 | 0.6% |
| 7 | 4 | 0.3% |
| 8 | 3 | 0.2% |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 106 | 1 | |
| 103 | 1 | |
| 101 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 96 | 1 | |
| 77 | 1 | |
| 76 | 1 | |
| 72 | 1 | |
| 68 | 1 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.836512262 |
| Minimum | 0 |
|---|---|
| Maximum | 137 |
| Zeros | 1258 |
| Zeros (%) | 85.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 19 |
| Maximum | 137 |
| Range | 137 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10.93498052 |
|---|---|
| Coefficient of variation (CV) | 3.855079586 |
| Kurtosis | 47.87268036 |
| Mean | 2.836512262 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.117157635 |
| Sum | 4164 |
| Variance | 119.5737989 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1258 | |
| 1 | 22 | 1.5% |
| 6 | 13 | 0.9% |
| 3 | 10 | 0.7% |
| 5 | 9 | 0.6% |
| 11 | 9 | 0.6% |
| 19 | 8 | 0.5% |
| 8 | 8 | 0.5% |
| 2 | 8 | 0.5% |
| 4 | 8 | 0.5% |
| Other values (50) | 115 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 1258 | |
| 1 | 22 | 1.5% |
| 2 | 8 | 0.5% |
| 3 | 10 | 0.7% |
| 4 | 8 | 0.5% |
| 5 | 9 | 0.6% |
| 6 | 13 | 0.9% |
| 7 | 3 | 0.2% |
| 8 | 8 | 0.5% |
| 9 | 6 | 0.4% |
| Value | Count | Frequency (%) |
| 137 | 1 | |
| 115 | 1 | |
| 106 | 1 | |
| 103 | 1 | |
| 96 | 1 | |
| 93 | 1 | |
| 86 | 1 | |
| 76 | 1 | |
| 67 | 2 | |
| 62 | 1 |
| Distinct | 52 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.698228883 |
| Minimum | 0 |
|---|---|
| Maximum | 106 |
| Zeros | 1280 |
| Zeros (%) | 87.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 20.65 |
| Maximum | 106 |
| Range | 106 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9.916396102 |
|---|---|
| Coefficient of variation (CV) | 3.675150083 |
| Kurtosis | 33.79658506 |
| Mean | 2.698228883 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.210485988 |
| Sum | 3961 |
| Variance | 98.33491165 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1280 | |
| 1 | 17 | 1.2% |
| 5 | 11 | 0.7% |
| 2 | 10 | 0.7% |
| 21 | 9 | 0.6% |
| 8 | 9 | 0.6% |
| 16 | 8 | 0.5% |
| 20 | 6 | 0.4% |
| 11 | 6 | 0.4% |
| 43 | 5 | 0.3% |
| Other values (42) | 107 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 1280 | |
| 1 | 17 | 1.2% |
| 2 | 10 | 0.7% |
| 3 | 2 | 0.1% |
| 4 | 4 | 0.3% |
| 5 | 11 | 0.7% |
| 6 | 2 | 0.1% |
| 7 | 2 | 0.1% |
| 8 | 9 | 0.6% |
| 9 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 106 | 1 | 0.1% |
| 94 | 2 | 0.1% |
| 93 | 1 | 0.1% |
| 83 | 1 | 0.1% |
| 73 | 1 | 0.1% |
| 62 | 1 | 0.1% |
| 57 | 1 | 0.1% |
| 55 | 1 | 0.1% |
| 54 | 2 | 0.1% |
| 50 | 5 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.066757493 |
| Minimum | 0 |
|---|---|
| Maximum | 260 |
| Zeros | 1232 |
| Zeros (%) | 83.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 19.65 |
| Maximum | 260 |
| Range | 260 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.00861591 |
|---|---|
| Coefficient of variation (CV) | 3.91573704 |
| Kurtosis | 160.7674743 |
| Mean | 3.066757493 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.805163757 |
| Sum | 4502 |
| Variance | 144.206856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1232 | |
| 2 | 18 | 1.2% |
| 3 | 14 | 1.0% |
| 1 | 13 | 0.9% |
| 10 | 10 | 0.7% |
| 8 | 10 | 0.7% |
| 18 | 10 | 0.7% |
| 4 | 10 | 0.7% |
| 19 | 9 | 0.6% |
| 12 | 8 | 0.5% |
| Other values (46) | 134 | 9.1% |
| Value | Count | Frequency (%) |
| 0 | 1232 | |
| 1 | 13 | 0.9% |
| 2 | 18 | 1.2% |
| 3 | 14 | 1.0% |
| 4 | 10 | 0.7% |
| 5 | 8 | 0.5% |
| 6 | 3 | 0.2% |
| 7 | 5 | 0.3% |
| 8 | 10 | 0.7% |
| 9 | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 260 | 1 | |
| 115 | 1 | |
| 111 | 1 | |
| 105 | 1 | |
| 77 | 1 | |
| 71 | 2 | |
| 69 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 58 | 2 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1468 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 490 | |
| 1 | 489 | |
| 2 | 489 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 490 | |
| 1 | 489 | |
| 2 | 489 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 490 | |
| 1 | 489 | |
| 2 | 489 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1468 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 490 | |
| 1 | 489 | |
| 2 | 489 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1468 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 490 | |
| 1 | 489 | |
| 2 | 489 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1468 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 490 | |
| 1 | 489 | |
| 2 | 489 |
First rows
| CustomerID | prod_cats | no_skus | item_cnts | Monetary | Frequency | Recency | no_coupon_codes | avg_tenure | Transaction_Month_1 | Transaction_Month_2 | Transaction_Month_3 | Transaction_Month_4 | Transaction_Month_5 | Transaction_Month_6 | Transaction_Month_7 | Transaction_Month_8 | Transaction_Month_9 | Transaction_Month_10 | Transaction_Month_11 | Transaction_Month_12 | Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 12346 | 2 | 2 | 2 | 171.693 | 2 | 107 | 2 | 31.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.0 | 0 |
| 1 | 12347 | 10 | 42 | 38 | 10589.289 | 60 | 59 | 59 | 20.0 | 0.0 | 0 | 31 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 29 | 0.0 | 2 |
| 2 | 12348 | 6 | 21 | 18 | 1339.652 | 23 | 73 | 23 | 39.0 | 0.0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 6 | 0 | 0.0 | 1 |
| 3 | 12350 | 4 | 11 | 10 | 1079.929 | 17 | 17 | 17 | 25.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17.0 | 1 |
| 4 | 12356 | 7 | 33 | 29 | 1647.219 | 36 | 107 | 36 | 31.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 36 | 0 | 0 | 0.0 | 1 |
| 5 | 12359 | 3 | 16 | 8 | 577.448 | 16 | 130 | 16 | 41.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 0 | 0 | 0 | 0.0 | 0 |
| 6 | 12370 | 10 | 62 | 53 | 6138.906 | 91 | 189 | 90 | 21.0 | 0.0 | 0 | 0 | 0 | 83 | 8 | 0 | 0 | 0 | 0 | 0 | 0.0 | 2 |
| 7 | 12373 | 3 | 13 | 12 | 433.066 | 14 | 24 | 14 | 23.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14.0 | 0 |
| 8 | 12377 | 9 | 55 | 48 | 8986.384 | 77 | 40 | 76 | 27.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 43 | 0 | 0 | 0 | 34 | 0.0 | 2 |
| 9 | 12383 | 10 | 50 | 46 | 4772.217 | 69 | 99 | 68 | 32.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 37 | 31 | 1 | 0 | 0 | 0.0 | 2 |
Last rows
| CustomerID | prod_cats | no_skus | item_cnts | Monetary | Frequency | Recency | no_coupon_codes | avg_tenure | Transaction_Month_1 | Transaction_Month_2 | Transaction_Month_3 | Transaction_Month_4 | Transaction_Month_5 | Transaction_Month_6 | Transaction_Month_7 | Transaction_Month_8 | Transaction_Month_9 | Transaction_Month_10 | Transaction_Month_11 | Transaction_Month_12 | Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1458 | 18233 | 1 | 1 | 1 | 75.650 | 1 | 108 | 1 | 2.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.0 | 0 |
| 1459 | 18239 | 10 | 38 | 33 | 5878.289 | 52 | 34 | 52 | 20.0 | 29.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 2 | 0.0 | 2 |
| 1460 | 18245 | 7 | 32 | 30 | 6833.583 | 55 | 33 | 54 | 5.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 27 | 0 | 0 | 0 | 28 | 0.0 | 2 |
| 1461 | 18250 | 4 | 16 | 11 | 1942.518 | 21 | 18 | 21 | 15.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21.0 | 1 |
| 1462 | 18256 | 2 | 4 | 4 | 69.604 | 4 | 179 | 4 | 45.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0.0 | 0 |
| 1463 | 18259 | 4 | 7 | 4 | 745.905 | 7 | 270 | 6 | 5.0 | 0.0 | 0 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0 |
| 1464 | 18260 | 11 | 35 | 32 | 2367.101 | 40 | 87 | 39 | 43.0 | 0.0 | 0 | 0 | 0 | 0 | 11 | 0 | 26 | 0 | 3 | 0 | 0.0 | 1 |
| 1465 | 18269 | 2 | 8 | 8 | 139.966 | 8 | 194 | 8 | 25.0 | 0.0 | 0 | 0 | 7 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0 |
| 1466 | 18277 | 1 | 1 | 1 | 274.200 | 1 | 69 | 1 | 47.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0.0 | 0 |
| 1467 | 18283 | 13 | 69 | 57 | 6425.273 | 102 | 82 | 101 | 36.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 57 | 0 | 0 | 45 | 0 | 0.0 | 2 |